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MCP server
Python Docs MCP Server
mcp:ayhammouda/python-docs-mcp-server
The canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal.
Verdict
Not analyzed
Indexed from the registries, but not analyzed yet. Lineage and listings below are current.
Package advisories 7
Known vulnerabilities and malicious-package reports (OSV) for the packages it installs or runs.
uv's bundled CA store trusts an emSign root whose intermediate CA keys are compromised
No version pinned · fixed in 0.13.4 · AGENTS.md:41
uv: Path traversal on Windows through wheel extraction
No version pinned · fixed in 0.12.18 · AGENTS.md:41
uv is vulnerable to arbitrary file write through entry point names
No version pinned · fixed in 0.11.15 · AGENTS.md:41
uv allows ZIP payload obfuscation through parsing differentials
No version pinned · fixed in 0.8.6 · AGENTS.md:41
uv allows ZIP payload obfuscation through parsing differentials
No version pinned · fixed in 0.9.6 · AGENTS.md:41
uv vulnerable to arbitrary file deletion through RECORD entries
No version pinned · fixed in 0.11.6 · AGENTS.md:41
uv has differential in tar extraction with PAX headers
No version pinned · fixed in 0.9.5 · AGENTS.md:41
Execution chain 500
What it calls, runs, installs, reads and writes, with the line that does it.
Environment variables 21
*
tests/test_stdio_smoke.py:37 · copy
<dynamic>
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BENCHMARK_LIVE_COMPETITORS
BENCHMARK_LIVE_PROVIDERS_ENABLED
BENCHMARK_LIVE_PROVIDERS_ENABLED
CONTEXT7_API_KEY
GH_TOKEN
GITHUB_REPOSITORY
GITHUB_SHA
PYTHON_DOCS_MCP_AUTO_INDEX_VERSIONS
PYTHON_DOCS_MCP_DISABLE_AUTO_INDEX
REF_API_KEY
SSH_ORIGINAL_COMMAND
SUDO_UID
ops/vision/control.py:788 · read
SUDO_USER
SUDO_USER
ops/vision/install.py:162 · read
VERIFIER_APP_ID
Commands run 48
/usr/bin/openssl dgst -sha256 -sign {…}
ops/vision/control.py:79 · process
/usr/bin/pkill -KILL -u {…}
ops/vision/control.py:302 · process
/usr/bin/pkill -KILL -u {…}
ops/vision/install.py:227 · process
/usr/bin/ssh-keygen
ops/vision/install.py:194 · via:run
/usr/sbin/apparmor_parser
ops/vision/install.py:319 · via:run
/usr/sbin/groupadd
ops/vision/install.py:304 · via:run
/usr/sbin/runuser
ops/vision/install.py:337 · via:run
/usr/sbin/runuser -u ahammouda -- /home/linuxbrew/.linuxbrew/bin/gh auth token --hostname github.com
ops/vision/configure_apps.py:273 · process
/usr/sbin/runuser -u ahammouda -- /home/linuxbrew/.linuxbrew/bin/openclaw agent --agent pd-verifier --session-id {…} --message {…} --json --timeout {…}
ops/vision/control.py:507 · process
/usr/sbin/useradd
ops/vision/install.py:214 · via:run
/usr/sbin/usermod
ops/vision/install.py:228 · via:run
/usr/sbin/usermod
ops/vision/install.py:307 · via:run
/usr/sbin/visudo
ops/vision/install.py:330 · via:run
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benchmarks/runner.py:443 · via:run
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benchmarks/runner.py:507 · via:run
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benchmarks/runner.py:534 · via:run
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benchmarks/runner.py:563 · via:run
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benchmarks/runner.py:593 · via:run
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ops/vision/configure_apps.py:157 · process
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ops/vision/install.py:132 · process
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ops/vision/worker_shell.py:81 · process
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src/mcp_server_python_docs/__main__.py:255 · via:_verify_cpython_source_sha
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src/mcp_server_python_docs/server.py:89 · process
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tests/test_stdio_smoke.py:38 · process
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tests/test_stdio_smoke.py:198 · process
diff
ops/vision/client.py:18 · via:git
git -C {…} rev-parse HEAD
git {…}
ops/vision/client.py:13 · process
git clone --depth 1 --branch {…} https://github.com/python/cpython.git {…}
git rev-parse HEAD
benchmarks/runner.py:723 · process
ls-tree
ops/vision/client.py:21 · via:git
python3 --version
runpy.run_path("/opt/python-docs-vision/control.py")
ops/vision/configure_apps.py:20 · dynamic_code
runpy.run_path("/opt/python-docs-vision/release_gate.py")
ops/vision/control.py:725 · dynamic_code
show
ops/vision/client.py:26 · via:git
status
ops/vision/client.py:15 · via:git
sudo -n /opt/python-docs-vision/control.py
ops/vision/client.py:80 · command
sudo -n /opt/python-docs-vision/control.py
ops/vision/client.py:80 · process
Files read 50
.ssh
ops/vision/install.py:240 · literal
.ssh/python-docs-known-hosts
ops/vision/install.py:198 · literal
.ssh/python-docs-sandbox
ops/vision/install.py:192 · literal
/etc/python-docs-vision/owner.json
/etc/python-docs-vision/temporary-token
ops/vision/control.py:93 · read
/etc/python-docs-vision/verifier.json
/etc/python-docs-vision/verifier.json
ops/vision/control.py:279 · read
/etc/python-docs-vision/verifier.json
ops/vision/control.py:724 · read
/etc/ssh/ssh_host_ed25519_key.pub
ops/vision/install.py:199 · read
/home/ahammouda/.local/bin/uv
ops/vision/install.py:190 · read
/home/ahammouda/.openclaw/openclaw.json
ops/vision/install.py:201 · read
/usr/bin/bwrap
ops/vision/install.py:308 · read
/var/lib/python-docs-control/attempts-{…}
ops/vision/control.py:477 · read
<dynamic>
benchmarks/corpus.py:75 · via:_load_schema
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benchmarks/corpus.py:81 · via:_load_corpus
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benchmarks/corpus.py:117 · read
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benchmarks/corpus.py:200 · read
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benchmarks/runner.py:750 · read
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ops/vision/client.py:73 · read
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ops/vision/client.py:78 · read
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ops/vision/control.py:72 · read
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ops/vision/control.py:94 · read
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ops/vision/control.py:95 · via:app_jwt
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ops/vision/control.py:122 · via:token
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ops/vision/control.py:269 · read
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ops/vision/control.py:275 · read
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ops/vision/control.py:423 · read
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ops/vision/control.py:453 · read
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ops/vision/control.py:470 · read
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ops/vision/control.py:607 · read
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ops/vision/control.py:613 · read
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ops/vision/control.py:750 · read
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ops/vision/install.py:172 · read
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ops/vision/install.py:175 · read
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ops/vision/install.py:197 · read
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src/mcp_server_python_docs/__main__.py:300 · via:write_json_build_requirements
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src/mcp_server_python_docs/ingestion/sphinx_json.py:462 · via:parse_fjson
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authorized_keys
ops/vision/install.py:247 · literal
owner
ops/vision/control.py:682 · via:token
owner
ops/vision/control.py:710 · via:token
Files written 67
/etc/apparmor.d/python-docs-worker
ops/vision/install.py:313 · write
/etc/apparmor.d/python-docs-worker
ops/vision/install.py:318 · write
/etc/python-docs-vision/activated
ops/vision/configure_apps.py:169 · write
/etc/python-docs-vision/activated
ops/vision/configure_apps.py:262 · write
/etc/python-docs-vision/activated
ops/vision/configure_apps.py:272 · write
/etc/python-docs-vision/activated
ops/vision/configure_apps.py:289 · write
/etc/python-docs-vision/temporary-token
ops/vision/configure_apps.py:261 · write
/etc/python-docs-vision/temporary-token
ops/vision/configure_apps.py:283 · write
/etc/sudoers.d/python-docs-vision
ops/vision/install.py:325 · write
/etc/sudoers.d/python-docs-vision
ops/vision/install.py:329 · write
/home/ahammouda/.openclaw/openclaw.json
ops/vision/install.py:335 · via:owned
/home/ahammouda/.openclaw/openclaw.json
ops/vision/install.py:347 · via:owned
/home/ahammouda/.ssh/python-docs-known-hosts
ops/vision/install.py:200 · via:owned
/home/ahammouda/.ssh/python-docs-sandbox
ops/vision/install.py:195 · write
/home/ahammouda/.ssh/python-docs-sandbox
ops/vision/install.py:196 · write
/opt/python-docs-vision/bwrap
ops/vision/install.py:308 · write
/opt/python-docs-vision/bwrap
ops/vision/install.py:309 · write
/opt/python-docs-vision/bwrap
ops/vision/install.py:310 · write
/opt/python-docs-vision/release_gate.py
ops/vision/install.py:173 · via:owned
/srv/openclaw/.openclaw/workspace-{…}
ops/vision/install.py:250 · write
/srv/openclaw/.openclaw/workspace-{…}/skills/verification-before-completion/SKILL.md
ops/vision/install.py:254 · via:owned
/srv/openclaw/backups/openclaw/python-docs-guardrails-{…}/openclaw.json
ops/vision/install.py:333 · write
/srv/openclaw/backups/openclaw/python-docs-guardrails-{…}/openclaw.json
ops/vision/install.py:334 · write
/var/lib/python-docs-control/attempts-{…}
ops/vision/control.py:567 · write
/var/lib/python-docs-control/attempts-{…}
ops/vision/control.py:583 · write
/var/lib/python-docs-control/attempts-{…}
ops/vision/control.py:596 · write
/var/lib/python-docs-control/operation.lock
ops/vision/control.py:795 · write
/var/lib/python-docs/exchange/implementation
ops/vision/install.py:322 · write
/var/lib/python-docs/exchange/implementation
ops/vision/install.py:323 · write
<dynamic>
benchmarks/runner.py:118 · via:_write_snapshot
<dynamic>
benchmarks/runner.py:119 · via:_write_snapshot
<dynamic>
benchmarks/runner.py:123 · via:_write_json
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benchmarks/runner.py:129 · via:_write_json
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benchmarks/runner.py:163 · via:_write_json
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benchmarks/runner.py:686 · via:_write_json
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benchmarks/runner.py:687 · via:_write_json
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benchmarks/runner.py:688 · via:_write_json
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benchmarks/runner.py:689 · via:_write_json
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benchmarks/runner.py:691 · via:_write_json
<dynamic>
benchmarks/runner.py:737 · write
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benchmarks/runner.py:750 · write
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ops/vision/configure_apps.py:126 · write
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ops/vision/configure_apps.py:127 · write
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ops/vision/configure_apps.py:185 · write
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ops/vision/control.py:308 · write
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ops/vision/control.py:310 · write
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ops/vision/install.py:143 · write
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ops/vision/install.py:172 · via:owned
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GitHub repositories 8
ayhammouda/python-docs-mcp-server
ayhammouda/python-docs-mcp-server
server.json:6 · url
ayhammouda/python-docs-mcp-server
server.json:8 · url
idosal/git-mcp
python/cpython
python/cpython
python/cpython
python/cpython
Host config written 19
.bash_login
ops/vision/install.py:231 · literal
.bash_profile
ops/vision/install.py:231 · literal
.bashrc
ops/vision/install.py:231 · literal
.github/workflows/ci.yml
ops/vision/control.py:443 · literal
.github/workflows/codeql.yml
ops/vision/control.py:444 · literal
.github/workflows/e2e.yml
ops/vision/control.py:447 · literal
.github/workflows/product-quality.yml
ops/vision/control.py:448 · literal
.github/workflows/scorecard.yml
ops/vision/control.py:445 · literal
.github/workflows/security.yml
ops/vision/control.py:446 · literal
.local/bin/uv
ops/vision/install.py:190 · literal
.profile
ops/vision/install.py:231 · literal
.zshenv
ops/vision/install.py:231 · literal
.zshrc
ops/vision/install.py:231 · literal
/home/linuxbrew/.linuxbrew/bin/gh
ops/vision/configure_apps.py:149 · literal
/srv/openclaw/.openclaw/workspace-{…}/AGENTS.md
ops/vision/install.py:251 · via:owned
/usr/local/bin/pdctl
ops/vision/install.py:187 · write
/usr/local/bin/uv
ops/vision/install.py:190 · write
/usr/local/bin/uv
ops/vision/install.py:191 · write
AGENTS.md
ops/vision/install.py:251 · literal
Network calls 53
<dynamic>
.github/scripts/release_gate.py:25 · via:api
<dynamic>
.github/scripts/release_gate.py:29 · via:api
<dynamic>
.github/scripts/release_gate.py:35 · via:api
<dynamic>
.github/scripts/release_gate.py:44 · via:api
<dynamic>
.github/scripts/release_gate.py:52 · via:api
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ops/vision/control.py:50 · call
<dynamic>
ops/vision/control.py:62 · call
<dynamic>
ops/vision/control.py:189 · via:api
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ops/vision/control.py:195 · via:api
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ops/vision/control.py:207 · via:api
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ops/vision/control.py:208 · via:api
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ops/vision/control.py:214 · via:api
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ops/vision/control.py:216 · via:api
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ops/vision/control.py:220 · via:api
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ops/vision/control.py:224 · via:api
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ops/vision/control.py:225 · via:api
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ops/vision/control.py:280 · via:api
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ops/vision/control.py:435 · via:api
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ops/vision/control.py:436 · via:api
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ops/vision/control.py:457 · via:api
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ops/vision/control.py:463 · via:api
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ops/vision/control.py:475 · via:api
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ops/vision/control.py:602 · via:api
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ops/vision/control.py:603 · via:api
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ops/vision/control.py:617 · via:api
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ops/vision/control.py:631 · via:api
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ops/vision/control.py:632 · via:api
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ops/vision/control.py:649 · via:api
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ops/vision/control.py:657 · via:api
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ops/vision/control.py:692 · via:api
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ops/vision/control.py:693 · via:api
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ops/vision/control.py:697 · via:api
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ops/vision/control.py:729 · via:api
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ops/vision/control.py:738 · via:api
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ops/vision/control.py:758 · via:api
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ops/vision/control.py:779 · via:api
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ops/vision/control.py:780 · via:api
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ops/vision/control.py:782 · via:api
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api.anthropic.com
api.github.com
api.github.com
ops/vision/control.py:108 · via:request
api.github.com
ops/vision/control.py:122 · via:request
api.github.com
ops/vision/control.py:680 · via:request
api.github.com
ops/vision/control.py:708 · via:request
api.ref.tools
benchmarks/adapters/ref_tools_adapter.py:52 · url_literal
github.com
mcp.context7.com
benchmarks/adapters/context7_adapter.py:54 · url_literal
Packages 3
pypi:python-docs-mcp-server
.mcp.json:5 · launch:mcp.json
pypi:python-docs-mcp-server@0.4.0
server.json:16 · launch:server.json
pypi:uv
AGENTS.md:41 · instructed
URLs 231
http://127.0.0.1
http://127.0.0.1
https://api.anthropic.com/v1/messages/count_tokens
https://api.github.com/app
https://api.github.com/app-manifests/
https://api.github.com/app/installations
https://api.github.com/app/installations/
https://api.github.com/app/installations/
https://api.github.com/graphql
https://api.github.com/graphql
https://api.github.com/installation/repositories
https://api.github.com/repos/
https://api.github.com/repos/
https://api.github.com/repos/
https://api.github.com/user
https://api.ref.tools/mcp
https://api.ref.tools/mcp
https://api.ref.tools/mcp
https://coderabbit.ai/integrations/schema.v2.json
https://cognition.ai/terms-of-service
https://docs.claude.com/en/api/messages-count-tokens
https://docs.pypi.org/api/json/
https://docs.python.org/
https://docs.python.org/
https://docs.python.org/3.11/library/distutils.html
https://docs.python.org/3.11/library/pathlib.html
https://docs.python.org/3.11/library/shutil.html#shutil.rmtree
https://docs.python.org/3.11/library/sqlite3.html
https://docs.python.org/3.11/library/tempfile.html#tempfile.NamedTemporaryFile
https://docs.python.org/3.11/library/uuid.html
https://docs.python.org/3.11/library/venv.html
https://docs.python.org/3.12/library/argparse.html
https://docs.python.org/3.12/library/base64.html
https://docs.python.org/3.12/library/copy.html
https://docs.python.org/3.12/library/dbm.html
https://docs.python.org/3.12/library/itertools.html#itertools.batched
https://docs.python.org/3.12/library/queue.html
https://docs.python.org/3.12/library/random.html
https://docs.python.org/3.12/library/ssl.html
https://docs.python.org/3.12/whatsnew/3.12.html#pathlib
https://docs.python.org/3.12/whatsnew/3.12.html#shutil
https://docs.python.org/3.12/whatsnew/3.12.html#sqlite3
https://docs.python.org/3.12/whatsnew/3.12.html#summary-release-highlights
https://docs.python.org/3.12/whatsnew/3.12.html#summary-release-highlights
https://docs.python.org/3.12/whatsnew/3.12.html#tempfile
https://docs.python.org/3.12/whatsnew/3.12.html#uuid
https://docs.python.org/3.13/
https://docs.python.org/3.13/library/argparse.html#argparse.ArgumentParser
https://docs.python.org/3.13/library/asyncio-task.html#asyncio.TaskGroup
https://docs.python.org/3.13/library/collections.html#collections.Counter.total
https://docs.python.org/3.13/library/collections.html#collections.deque.rotate
https://docs.python.org/3.13/library/concurrent.futures.html#concurrent.futures.as_completed
https://docs.python.org/3.13/library/contextlib.html#contextlib.closing
https://docs.python.org/3.13/library/contextlib.html#contextlib.ExitStack
https://docs.python.org/3.13/library/contextlib.html#contextlib.suppress
https://docs.python.org/3.13/library/csv.html#csv.DictReader
https://docs.python.org/3.13/library/decimal.html#decimal.localcontext
https://docs.python.org/3.13/library/functions.html#open
https://docs.python.org/3.13/library/functools.html#functools.cache
https://docs.python.org/3.13/library/functools.html#functools.cached_property
https://docs.python.org/3.13/library/functools.html#functools.singledispatch
https://docs.python.org/3.13/library/hashlib.html#hashlib.file_digest
https://docs.python.org/3.13/library/itertools.html#itertools.accumulate
https://docs.python.org/3.13/library/itertools.html#itertools.groupby
https://docs.python.org/3.13/library/itertools.html#itertools.pairwise
https://docs.python.org/3.13/library/json.html#json.load
https://docs.python.org/3.13/library/logging.html#logging.Logger.propagate
https://docs.python.org/3.13/library/pathlib.html#concrete-paths
https://docs.python.org/3.13/library/pathlib.html#pathlib.Path.glob
https://docs.python.org/3.13/library/pathlib.html#pathlib.Path.open
https://docs.python.org/3.13/library/pathlib.html#pathlib.Path.read_text
https://docs.python.org/3.13/library/pathlib.html#pathlib.PurePath.is_relative_to
https://docs.python.org/3.13/library/pathlib.html#pure-paths
https://docs.python.org/3.13/library/secrets.html#secrets.token_urlsafe
https://docs.python.org/3.13/library/shutil.html#shutil.copy2
https://docs.python.org/3.13/library/sqlite3.html#how-to-use-placeholders-to-bind-values-in-sql-queries
https://docs.python.org/3.13/library/statistics.html#statistics.fmean
https://docs.python.org/3.13/library/statistics.html#statistics.NormalDist.inv_cdf
https://docs.python.org/3.13/library/tempfile.html#tempfile.TemporaryDirectory
https://docs.python.org/3.13/library/typing.html#typing.ReadOnly
https://docs.python.org/3.13/library/typing.html#typing.TypeIs
https://docs.python.org/3.13/library/typing.html#typing.TypeVar
https://docs.python.org/3.13/library/warnings.html#warnings.deprecated
https://docs.python.org/3.13/whatsnew/3.13.html#argparse
https://docs.python.org/3.13/whatsnew/3.13.html#base64
https://docs.python.org/3.13/whatsnew/3.13.html#copy
https://docs.python.org/3.13/whatsnew/3.13.html#dbm
https://docs.python.org/3.13/whatsnew/3.13.html#free-threaded-cpython
https://docs.python.org/3.13/whatsnew/3.13.html#itertools
https://docs.python.org/3.13/whatsnew/3.13.html#queue
https://docs.python.org/3.13/whatsnew/3.13.html#random
https://docs.python.org/3.13/whatsnew/3.13.html#ssl
https://docs.python.org/3.13/whatsnew/3.13.html#summary-release-highlights
https://docs.python.org/3.13/whatsnew/3.13.html#warnings
https://files.pythonhosted.org/packages/00/2b/e59e58c544dc9bd8bd8384ecdb8ea91f6727f0e37a7131baeff8d6f51661/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_aarch64.whl
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Linked repositories 2
GitHub repositories it links to or installs from, and whether their names can be taken over.
idosal/git-mcp
url · not tracked
python/cpython
url · not tracked