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Agents & Orchestration

🔗PAL MCP Server

ACTIVE STEADY

BeehiveInnovations/pal-mcp-server

The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / Grok / Ollama / Custom Model / All Of The Above] working as one.

⭐ Very popular: 12k stars, gaining about 13 a week

View on GitHub ↗

repo profile

vintage 2025 1 year old
delivery product
language Python
license Other

momentum

total stars 12k
stars added last week +13
weekly downloads 252 /wk · PyPI
binary downloads 122 total · GitHub releases
commits / week 0 steady
issues closed 48% ~16d to close, median
contributors 38
release cadence weekly
last activity 8mo ago

durability

backing community / independent community

since we covered it

monthly average + 220/mo (+2%/mo) · + 2k total since PR#23

why it's a big deal

  • Conversation continuity across models means context flows from one AI to another without manual re-prompting.
  • Model-specific strengths become composable: use Gemini’s 1M token window for large codebases, O3 for reasoning, Ollama for privacy.
  • Guided workflows enforce systematic code reviews, debugging phases, and pre-commit validations before you ship.

under the hood

  • Apache 2.0 licensed, Python-based, installs via uv or git clone with auto-config for multiple CLIs.
  • Supports extended thinking modes and automatically bypasses MCP’s 25K token limit for large prompts.
  • Provider activation is credential-based, just add API keys in.env and the provider lights up.

our take from PR#23, 2025-12-10

star history

PR#23 · 10k12k now Jun 2025Aug 2026
  1. PR#23 10k 2025-12-10
  2. now 12k + 2k since first covered

curve is sampled from GitHub's star history, plus our own daily readings since we covered it; the dashed stretch is before we first covered it, the solid line since. figures at coverage are the numbers we printed then (approx.), current count is live.

understory

Better known than its recent output, coasting a little on attention.

-49 understory score output 0 · clout 49
Aug 2025 Jul 2026
  • output, commits & releases
  • clout, star velocity

output = commits & releases; clout = star velocity, both 0 to 100 monthly indices; the gap where output runs above clout is the understory. The understory →

covered in

  • PR#23 2025-12-10 on the radar

    Multi-model orchestration layer for Claude Code, Codex CLI, and Gemini CLI

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